[Analysis of Influencing Factors and Sources of Soil Heavy Metals Based on Classification Regression Tree and PMF Model].

Q2 Environmental Science
Yun-Yi Zhang, Yu-Jie Luo, Yu-Lian Jiang, Fei Yu, Ya-Wei Yu, Jia-Bin Wang, Ke-Qiang Zhong
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引用次数: 0

Abstract

To explore the sources and influencing factors of heavy metals in soil at the township scale, 280 surface soil samples were collected from a town in southeastern Chongqing, which served as the research area, and indicators such as As, Cd, Cr, Cu, Hg, Ni, Pb, Zn, pH, and Corg were analyzed and tested. The regional soil heavy metals were evaluated using the land accumulation index method, and the sources of eight heavy metals were analyzed using correlation analysis, cold and hot spot analysis, the classification regression tree model, and the positive matrix factorization (PMF) model. The results showed that the average contents of eight heavy metals, i.e., As, Cd, Cr, Cu, Hg, Ni, Pb, and Zn, in the study area were higher than the soil background values in Chongqing. The main soil risk factors were Cd, As, and Hg. Distance from residential areas was the most critical factor affecting soil Hg, distance from highways was the most critical factor affecting soil Cd, and distance from industrial and mining enterprises was the most critical factor affecting As and Pb. There are four main sources of heavy metals in the research area, namely, agricultural production sources, traffic pollution and natural parent material composite sources, mining activity sources, and natural parent material sources, which account for 16%, 23%, 31%, and 30% of the heavy metals, respectively. Hg is mainly affected by agricultural production sources, Cd is mainly affected by traffic pollution and natural parent material composite sources, As and Pb are mainly affected by mining activity sources, and Cu, Ni, Zn, and Cr are mainly affected by natural parent material sources.

[基于分类回归树和PMF模型的土壤重金属影响因素及来源分析]。
为探讨乡镇尺度土壤重金属的来源及影响因素,以渝东南某镇为研究区,采集表层土壤样品280份,对as、Cd、Cr、Cu、Hg、Ni、Pb、Zn、pH、co2等指标进行了分析测试。采用土地积累指数法对区域土壤重金属进行评价,采用相关分析、冷热点分析、分类回归树模型和正矩阵分解(PMF)模型对8种重金属来源进行分析。结果表明:研究区As、Cd、Cr、Cu、Hg、Ni、Pb、Zn 8种重金属的平均含量均高于重庆市土壤背景值;土壤危险因素主要为Cd、As和Hg,距离居民区是影响土壤Hg的最关键因素,距离公路是影响土壤Cd的最关键因素,距离工矿企业是影响As和Pb的最关键因素。研究区重金属来源主要有农业生产源、交通污染与天然母材复合源、采矿活动源和天然母材源4种,分别占重金属总量的16%、23%、31%和30%。Hg主要受农业生产源的影响,Cd主要受交通污染和天然母材复合源的影响,As和Pb主要受采矿活动源的影响,Cu、Ni、Zn和Cr主要受天然母材源的影响。
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来源期刊
环境科学
环境科学 Environmental Science-Environmental Science (all)
CiteScore
4.40
自引率
0.00%
发文量
15329
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